{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "081bf5b2-c4c7-4ef1-bf06-9065141e3df4",
   "metadata": {},
   "outputs": [],
   "source": [
    "#绘制混淆矩阵 Confusion Matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "6c1e51f8-83ff-40cb-9271-473c9606a508",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Step 1: 数据准备"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4e085194-ad98-4960-8961-1cc449f8c70b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.datasets import make_moons\n",
    "from sklearn.model_selection import train_test_split\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "label_size = 18 # Label size\n",
    "ticklabel_size = 14 # Tick label size\n",
    "\n",
    "# Generate moon-shaped data\n",
    "X, Y = make_moons(n_samples=1000, noise=0.25, random_state=42)\n",
    "\n",
    "# Split X and Y into training and testing sets\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, Y, test_size=0.3, random_state=42)\n",
    "\n",
    "# Plot the data\n",
    "fig, ax = plt.subplots(figsize=(10, 8))\n",
    "ax.scatter(X_train[y_train == 1, 0], X_train[y_train == 1, 1], color='red', label='Positive - Train')\n",
    "ax.scatter(X_test[y_test == 1, 0], X_test[y_test == 1, 1], color='orange', label='Positive - Test')\n",
    "ax.scatter(X_train[y_train == 0, 0], X_train[y_train == 0, 1], color='blue', label='Negative - Train')\n",
    "ax.scatter(X_test[y_test == 0, 0], X_test[y_test == 0, 1], color='green', label='Negative - Test')\n",
    "ax.set_xlabel('Feature 1', fontsize=label_size)\n",
    "ax.set_ylabel('Feature 2', fontsize=label_size)\n",
    "\n",
    "ax.tick_params(axis='both', which='major', labelsize=ticklabel_size)\n",
    "\n",
    "# Set legend fontsize\n",
    "plt.legend(prop={'size': 14})\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "9a637386-ae2f-46e5-836e-a5f961d9926b",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Step 2: 使用逻辑回归、SVM、决策树和随机森林模型进行分类"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "6d653b89-9c31-4e7a-ac48-02cf2a1b4ba7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Logistic regression model trained successfully...\n",
      "Support vector machine trained successfully...\n",
      "Decision tree trained successfully...\n",
      "Random forests trained successfully...\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "\n",
    "# Model Definition\n",
    "mdl_lr = LogisticRegression() # Logistic Regression\n",
    "mdl_svm = SVC() # Support Vector Machine\n",
    "mdl_dt = DecisionTreeClassifier() # Decision Tree\n",
    "mdl_rf = RandomForestClassifier(n_estimators=100) # Random Forests\n",
    "\n",
    "# Model Training\n",
    "mdl_lr.fit(X_train, y_train) # Logistic Regression\n",
    "print('Logistic regression model trained successfully...')\n",
    "\n",
    "mdl_svm.fit(X_train, y_train) # Support Vector machine\n",
    "print('Support vector machine trained successfully...')\n",
    "\n",
    "mdl_dt.fit(X_train, y_train) # Decision Tree\n",
    "print('Decision tree trained successfully...')\n",
    "\n",
    "mdl_rf.fit(X_train, y_train) # Random Forest\n",
    "print('Random forests trained successfully...')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "09a41722-2017-4f1e-ae64-b0eba4eea7bf",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Step 3: 混淆矩阵 Confusion Matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "98974cfd-09ca-4e87-8115-9f19dac83e19",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns # To display confusion matrix\n",
    "    \n",
    "def confusion_matrix(y_pred, y):\n",
    "    '''\n",
    "    y_pred - predict classes\n",
    "    y - actual classes\n",
    "    '''\n",
    "    # Get the number of classes\n",
    "    n_classes = len(np.unique(y))\n",
    "    \n",
    "    # Initialize the confusion matrix with zeros\n",
    "    cm = np.zeros((n_classes, n_classes))\n",
    "    \n",
    "    # Fill the confusion matrix\n",
    "    for pred, actual in zip(y_pred, y):\n",
    "        cm[pred][actual] += 1\n",
    "    \n",
    "    return cm\n",
    "\n",
    "def cm_disp(cm, title='Confusion Matrix', save_fig=False):\n",
    "    ''' \n",
    "    Display confusion matrix\n",
    "    '''\n",
    "    global label_size, ticklabel_size\n",
    "    \n",
    "    # Create a figure and axis\n",
    "    fig, ax = plt.subplots(figsize=(6, 4))\n",
    "    \n",
    "    # Use seaborn to create a heatmap without color bar\n",
    "    sns.heatmap(cm, annot=True, fmt='.0f', cmap='Blues', ax=ax, annot_kws={'size': ticklabel_size}, cbar=False)\n",
    "    \n",
    "    # Set ticklabels\n",
    "    ax.set_xticklabels(['Positive', 'Negative'])\n",
    "    ax.set_yticklabels(['Positive', 'Negative'], rotation=90)\n",
    "    \n",
    "    # Set labels and title with custom font sizes\n",
    "    ax.set_xlabel('Predicted labels', fontsize=label_size)\n",
    "    ax.set_ylabel('True labels', fontsize=label_size)\n",
    "    ax.set_title(title, fontsize=label_size)\n",
    "    \n",
    "    # Set tick label font size\n",
    "    ax.tick_params(axis='both', which='major', labelsize=ticklabel_size)\n",
    "    \n",
    "    if save_fig:\n",
    "        plt.savefig(f'{title.replace(\" \", \"_\")}_confusion_matrix.png', dpi=300, bbox_inches='tight')\n",
    "    \n",
    "    # Show the plot\n",
    "    plt.show()\n",
    "    \n",
    "# Get confusion matrix of all models\n",
    "# Predictions for each model\n",
    "y_pred_lr = mdl_lr.predict(X_test)\n",
    "y_pred_svm = mdl_svm.predict(X_test)\n",
    "y_pred_dt = mdl_dt.predict(X_test)\n",
    "y_pred_rf = mdl_rf.predict(X_test)\n",
    "\n",
    "# Confusion matrices for each model\n",
    "cm_lr = confusion_matrix(y_pred_lr, y_test)\n",
    "cm_svm = confusion_matrix(y_pred_svm, y_test)\n",
    "cm_dt = confusion_matrix(y_pred_dt, y_test)\n",
    "cm_rf = confusion_matrix(y_pred_rf, y_test)\n",
    "\n",
    "# Display the confusion matrices\n",
    "save_flag = False\n",
    "cm_disp(cm_lr, title='Logistic Regression', save_fig=save_flag)\n",
    "cm_disp(cm_svm, title='Support Vector Machine', save_fig=save_flag)\n",
    "cm_disp(cm_dt, title='Decision Tree', save_fig=save_flag)\n",
    "cm_disp(cm_rf, title='Random Forest', save_fig=save_flag)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "db009852-d5b4-4b11-98ad-26232c01505f",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Step 4: 计算各模型的准确率 Accuracy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "b9102f4d-904c-47f0-b9e2-2c9e386ea4b0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Logistic Regression Accuracy: 0.8667\n",
      "Support Vector Machine Accuracy: 0.9600\n",
      "Decision Tree Accuracy: 0.9167\n",
      "Random Forest Accuracy: 0.9433\n"
     ]
    }
   ],
   "source": [
    "def getAccuracyFromCM(cm):\n",
    "    # Calculate total number of samples\n",
    "    total = np.sum(cm)\n",
    "    \n",
    "    # Calculate number of correct predictions (sum of diagonal elements)\n",
    "    correct = np.trace(cm)\n",
    "    \n",
    "    # Calculate accuracy\n",
    "    accuracy = correct / total\n",
    "    \n",
    "    return accuracy\n",
    "\n",
    "# Accuracy of each model\n",
    "acc_lr = getAccuracyFromCM(cm_lr)\n",
    "acc_svm = getAccuracyFromCM(cm_svm)\n",
    "acc_dt = getAccuracyFromCM(cm_dt)\n",
    "acc_rf = getAccuracyFromCM(cm_rf)\n",
    "\n",
    "# Print accuracies\n",
    "print(f\"Logistic Regression Accuracy: {acc_lr:.4f}\")\n",
    "print(f\"Support Vector Machine Accuracy: {acc_svm:.4f}\")\n",
    "print(f\"Decision Tree Accuracy: {acc_dt:.4f}\")\n",
    "print(f\"Random Forest Accuracy: {acc_rf:.4f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "4b17581f-7181-473a-8cf0-19b00fda67c1",
   "metadata": {},
   "outputs": [],
   "source": [
    "#计算准确率、精确率、召回率、F1-Score，绘制P-R曲线"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "476f49f1-2c55-493f-9ee4-e1cc07b17883",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Step 1: 数据准备"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "b5fcdb74-2e3a-4c94-870e-85b2c3cdb7e5",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.datasets import make_moons\n",
    "from sklearn.model_selection import train_test_split\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "label_size = 18 # Label size\n",
    "ticklabel_size = 14 # Tick label size\n",
    "\n",
    "# Generate moon-shaped data\n",
    "X, Y = make_moons(n_samples=1000, noise=0.4, random_state=42)\n",
    "\n",
    "# Split X and Y into training and testing sets\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, Y, test_size=0.3, random_state=42)\n",
    "\n",
    "# Plot the data\n",
    "fig, ax = plt.subplots(figsize=(10, 8))\n",
    "ax.scatter(X_train[y_train == 1, 0], X_train[y_train == 1, 1], color='red', label='Positive - Train')\n",
    "ax.scatter(X_test[y_test == 1, 0], X_test[y_test == 1, 1], color='orange', label='Positive - Test')\n",
    "ax.scatter(X_train[y_train == 0, 0], X_train[y_train == 0, 1], color='blue', label='Negative - Train')\n",
    "ax.scatter(X_test[y_test == 0, 0], X_test[y_test == 0, 1], color='green', label='Negative - Test')\n",
    "ax.set_xlabel('Feature 1', fontsize=label_size)\n",
    "ax.set_ylabel('Feature 2', fontsize=label_size)\n",
    "\n",
    "ax.tick_params(axis='both', which='major', labelsize=ticklabel_size)\n",
    "\n",
    "# Set legend fontsize\n",
    "plt.legend(prop={'size': 14})\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "718a73f8-6853-4f1d-a290-77f912c27db9",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Step 2: 使用逻辑回归和SVM进行分类，输出概率"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "748f6a0e-cce0-48a3-8eee-5800671d682b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Logistic regression model trained successfully...\n",
      "Support vector machine trained successfully...\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.svm import SVC\n",
    "\n",
    "# Model Definition\n",
    "mdl_lr = LogisticRegression() # Logistic Regression\n",
    "mdl_svm = SVC(probability=True) # Support Vector Machine, set probability to draw P-R Curve\n",
    "\n",
    "# Model Training\n",
    "mdl_lr.fit(X_train, y_train) # Logistic Regression\n",
    "print('Logistic regression model trained successfully...')\n",
    "\n",
    "mdl_svm.fit(X_train, y_train) # Support Vector machine\n",
    "print('Support vector machine trained successfully...')\n",
    "\n",
    "# Get confusion matrix of all models\n",
    "# Predict probabilities for each model\n",
    "y_proba_lr = mdl_lr.predict_proba(X_test)[:, 1] # Using probability of positive class\n",
    "y_proba_svm = mdl_svm.predict_proba(X_test)[:, 1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "3a7c1fb5-16ac-4d9b-a647-a7582ad50d7d",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Step 3: 调整阈值，改变精确率和召回率"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "f1fa7c26-ebee-40c6-a7a7-a2a5c947d61f",
   "metadata": {},
   "outputs": [],
   "source": [
    "def confusion_matrix(y_pred, y):\n",
    "    '''\n",
    "    y_pred - predict classes\n",
    "    y - actual classes\n",
    "    '''\n",
    "    # Get the number of classes\n",
    "    n_classes = len(np.unique(y))\n",
    "    \n",
    "    # Initialize the confusion matrix with zeros\n",
    "    cm = np.zeros((n_classes, n_classes))\n",
    "    \n",
    "    # Fill the confusion matrix\n",
    "    for pred, actual in zip(y_pred, y):\n",
    "        cm[pred][actual] += 1\n",
    "    \n",
    "    return cm\n",
    "\n",
    "def get_prediction_from_proba(y_proba, threshold=0.5):\n",
    "    '''\n",
    "    y_proba - predict probabilities\n",
    "    threshold - threshold of probability\n",
    "    \n",
    "    y_pred - predict classes, y_proba > threshold is positive, otherwise negative\n",
    "    '''\n",
    "    y_pred = np.where(y_proba > threshold, 1, 0)\n",
    "    return y_pred"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "88aaa8b6-5f0e-4198-8290-670ebd6ab6bd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "When threshold = 0.0 - Precision: 0.4800, Recall: 1.0000, F1 Score: 0.6486\n",
      "When threshold = 0.1 - Precision: 0.5934, Recall: 0.9931, F1 Score: 0.7429\n",
      "When threshold = 0.2 - Precision: 0.6900, Recall: 0.9583, F1 Score: 0.8023\n",
      "When threshold = 0.3 - Precision: 0.7247, Recall: 0.8958, F1 Score: 0.8012\n",
      "When threshold = 0.4 - Precision: 0.7654, Recall: 0.8611, F1 Score: 0.8105\n",
      "When threshold = 0.5 - Precision: 0.8176, Recall: 0.8403, F1 Score: 0.8288\n",
      "When threshold = 0.6 - Precision: 0.8382, Recall: 0.7917, F1 Score: 0.8143\n",
      "When threshold = 0.7 - Precision: 0.9130, Recall: 0.7292, F1 Score: 0.8108\n",
      "When threshold = 0.8 - Precision: 0.9375, Recall: 0.6250, F1 Score: 0.7500\n",
      "When threshold = 0.9 - Precision: 1.0000, Recall: 0.3750, F1 Score: 0.5455\n",
      "When threshold = 1.0 - Precision: 0.0000, Recall: 0.0000, F1 Score: 0.0000\n",
      "[[156. 144.]\n",
      " [  0.   0.]]\n"
     ]
    }
   ],
   "source": [
    "def get_precision_recall_f1(y_pred, y):\n",
    "    '''\n",
    "    Compute precision, recall, and F1 score of binary classification\n",
    "    y_pred - predict classes\n",
    "    y - actual classes\n",
    "    '''\n",
    "    epsilon = 1e-10\n",
    "    \n",
    "    # Compute confusion matrix\n",
    "    cm = confusion_matrix(y_pred, y)\n",
    "    \n",
    "    # Compute precision, recall, and F1 score\n",
    "    precision = cm[1, 1] / (cm[1, 1] + cm[1,0] + epsilon)\n",
    "    recall = cm[1, 1] / (cm[1, 1] + cm[0, 1] + epsilon)\n",
    "    f1 = 2 * (precision * recall) / (precision + recall + epsilon)\n",
    "    \n",
    "    return precision, recall, f1\n",
    "\n",
    "# Get predictions from probabilities\n",
    "for threshold in np.linspace(0, 1, 11):\n",
    "    y_pred_lr = get_prediction_from_proba(y_proba_lr, threshold)\n",
    "    precision_lr, recall_lr, f1_lr = get_precision_recall_f1(y_pred_lr, y_test)\n",
    "    print(f\"When threshold = {threshold:0.1f} - Precision: {precision_lr:.4f}, Recall: {recall_lr:.4f}, F1 Score: {f1_lr:.4f}\")\n",
    "\n",
    "print(confusion_matrix(y_pred_lr, y_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "498ff7e4-6714-4cf3-bf1a-5be725b520a1",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Step 4: 调整Threshold，绘制P-R曲线图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "5c3ed464-577a-4f5d-a13a-35df81d142c9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.metrics import precision_recall_curve\n",
    "\n",
    "# Calculate precision and recall for various thresholds\n",
    "precision_lr, recall_lr, thresholds_lr = precision_recall_curve(y_test, y_proba_lr)\n",
    "precision_svm, recall_svm, thresholds_svm = precision_recall_curve(y_test, y_proba_svm)\n",
    "\n",
    "# Create the P-R curve of Logistic Regression and Support Vector Machine\n",
    "fig, ax = plt.subplots(figsize=(8, 6))\n",
    "ax.plot(recall_lr, precision_lr, marker='.', color='tab:blue', label='Model 2')\n",
    "ax.plot(recall_svm, precision_svm, marker='.', color='tab:orange', label='Model 3')\n",
    "ax.set_xlabel('Recall', fontsize=label_size)\n",
    "ax.set_ylabel('Precision', fontsize=label_size)\n",
    "ax.tick_params(axis='both', which='major', labelsize=ticklabel_size)\n",
    "plt.legend(fontsize=ticklabel_size)\n",
    "\n",
    "# Add some threshold annotations of Logistic Regression\n",
    "for i in [0, int(len(thresholds_lr)/2), len(thresholds_lr)-1]:\n",
    "    plt.annotate(f'Threshold: {thresholds_lr[i]:.2f}', \n",
    "                    xy=(recall_lr[i]*0.8, thresholds_lr[i]), \n",
    "                    xytext=(5, 5), \n",
    "                    textcoords='offset points',\n",
    "                    fontsize=ticklabel_size)\n",
    "\n",
    "plt.savefig('P-R_Curve.png', dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "317f5c1f-eb02-489c-aa79-0c89a039f967",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Calculate F1 scores for SVM model\n",
    "f1_svm = 2 * (precision_svm * recall_svm) / (precision_svm + recall_svm)\n",
    "\n",
    "# Drawing a curve with Recall as x-axis and F1-score as y-axis\n",
    "fig, ax = plt.subplots(figsize=(8, 6))\n",
    "ax.plot(recall_svm, f1_svm, marker='.', color='tab:orange', label='Model 3')\n",
    "ax.set_xlabel('Recall', fontsize=label_size)\n",
    "ax.set_ylabel('F1 Score', fontsize=label_size)\n",
    "ax.tick_params(axis='both', which='major', labelsize=ticklabel_size)\n",
    "\n",
    "# Add some threshold annotations of SVM where F1-score is maximum\n",
    "max_f1_index = np.argmax(f1_svm)\n",
    "plt.annotate(f'Threshold: {thresholds_svm[max_f1_index]:.2f}', \n",
    "                    xy=(recall_svm[max_f1_index]*0.8, f1_svm[max_f1_index]), \n",
    "                    xytext=(5, 5), \n",
    "                    textcoords='offset points',\n",
    "                    fontsize=ticklabel_size)\n",
    "\n",
    "# Adding a dashed line to indicate the maximum F1 score\n",
    "plt.axvline(x=recall_svm[max_f1_index], color='tab:orange', linestyle='--')\n",
    "plt.axhline(y=f1_svm[max_f1_index], color='tab:orange', linestyle='--')\n",
    "\n",
    "# Adding text annotations for maximum F1 score\n",
    "plt.text(recall_svm[max_f1_index]-0.8, f1_svm[max_f1_index]-0.05, f'Max F1 Score: {f1_svm[max_f1_index]:.4f}', \n",
    "         horizontalalignment='left', verticalalignment='bottom', fontsize=ticklabel_size, color='tab:orange')\n",
    "\n",
    "# Adding text annotations below x-axis of Recall where F1-score is maximum\n",
    "plt.text(recall_svm[max_f1_index]-0.3, -0.05, f'Recall: {recall_svm[max_f1_index]:.4f}', \n",
    "         horizontalalignment='left', verticalalignment='bottom', fontsize=ticklabel_size, color='tab:orange')\n",
    "\n",
    "plt.savefig('F1_Curve.png', dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "436c376d-f22c-4c28-8c53-7f681b3ca886",
   "metadata": {},
   "outputs": [],
   "source": [
    "#计算敏感性、特异性，绘制ROC曲线并计算AUC值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "b3abd7aa-bfef-4954-876f-0982edb60707",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Step 1: 数据准备"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "3da79959-5df0-4b72-81e2-07a96cdbdf87",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.datasets import make_moons\n",
    "from sklearn.model_selection import train_test_split\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "label_size = 18 # Label size\n",
    "ticklabel_size = 14 # Tick label size\n",
    "\n",
    "# Generate moon-shaped data\n",
    "X, Y = make_moons(n_samples=1000, noise=0.4, random_state=42)\n",
    "\n",
    "# Split X and Y into training and testing sets\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, Y, test_size=0.3, random_state=42)\n",
    "\n",
    "# Plot the data\n",
    "fig, ax = plt.subplots(figsize=(10, 8))\n",
    "ax.scatter(X_train[y_train == 1, 0], X_train[y_train == 1, 1], color='red', label='Positive - Train')\n",
    "ax.scatter(X_test[y_test == 1, 0], X_test[y_test == 1, 1], color='orange', label='Positive - Test')\n",
    "ax.scatter(X_train[y_train == 0, 0], X_train[y_train == 0, 1], color='blue', label='Negative - Train')\n",
    "ax.scatter(X_test[y_test == 0, 0], X_test[y_test == 0, 1], color='green', label='Negative - Test')\n",
    "ax.set_xlabel('Feature 1', fontsize=label_size)\n",
    "ax.set_ylabel('Feature 2', fontsize=label_size)\n",
    "\n",
    "ax.tick_params(axis='both', which='major', labelsize=ticklabel_size)\n",
    "\n",
    "# Set legend fontsize\n",
    "plt.legend(prop={'size': 14})\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "3a46b569-24b5-4e5d-b6cd-de84413c245d",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Step 2: SVM进行分类，输出概率"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "e34a60de-d802-4681-91e0-c96fd6273f95",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Support vector machine trained successfully...\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "from sklearn.svm import SVC\n",
    "\n",
    "# Model Definition\n",
    "mdl_svm = SVC(probability=True)\n",
    "\n",
    "mdl_svm.fit(X_train, y_train) # Support Vector machine\n",
    "print('Support vector machine trained successfully...')\n",
    "\n",
    "# Predict probabilities\n",
    "y_proba_svm = mdl_svm.predict_proba(X_test)[:, 1]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "19fe1cf3-d117-4b34-b046-1d31834fb7a1",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Step 3: 生成混淆矩阵，计算敏感性和特异性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "d67f30aa-3510-4bb9-a96d-b17a1ff738a0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "When threshold = 0.00 - Sensitivity: 1.0000, Specificity: 0.0000\n",
      "When threshold = 0.01 - Sensitivity: 1.0000, Specificity: 0.0000\n",
      "When threshold = 0.02 - Sensitivity: 1.0000, Specificity: 0.0000\n",
      "When threshold = 0.03 - Sensitivity: 1.0000, Specificity: 0.0000\n",
      "When threshold = 0.04 - Sensitivity: 1.0000, Specificity: 0.0705\n",
      "When threshold = 0.05 - Sensitivity: 1.0000, Specificity: 0.1410\n",
      "When threshold = 0.06 - Sensitivity: 0.9931, Specificity: 0.2885\n",
      "When threshold = 0.07 - Sensitivity: 0.9931, Specificity: 0.3974\n",
      "When threshold = 0.08 - Sensitivity: 0.9861, Specificity: 0.4808\n",
      "When threshold = 0.09 - Sensitivity: 0.9792, Specificity: 0.5256\n",
      "When threshold = 0.10 - Sensitivity: 0.9792, Specificity: 0.5962\n",
      "When threshold = 0.11 - Sensitivity: 0.9792, Specificity: 0.6090\n",
      "When threshold = 0.12 - Sensitivity: 0.9792, Specificity: 0.6474\n",
      "When threshold = 0.13 - Sensitivity: 0.9722, Specificity: 0.6667\n",
      "When threshold = 0.14 - Sensitivity: 0.9583, Specificity: 0.6923\n",
      "When threshold = 0.15 - Sensitivity: 0.9583, Specificity: 0.7051\n",
      "When threshold = 0.16 - Sensitivity: 0.9583, Specificity: 0.7179\n",
      "When threshold = 0.17 - Sensitivity: 0.9583, Specificity: 0.7244\n",
      "When threshold = 0.18 - Sensitivity: 0.9583, Specificity: 0.7500\n",
      "When threshold = 0.19 - Sensitivity: 0.9583, Specificity: 0.7564\n",
      "When threshold = 0.20 - Sensitivity: 0.9514, Specificity: 0.7564\n",
      "When threshold = 0.21 - Sensitivity: 0.9444, Specificity: 0.7692\n",
      "When threshold = 0.22 - Sensitivity: 0.9306, Specificity: 0.7692\n",
      "When threshold = 0.23 - Sensitivity: 0.9306, Specificity: 0.7756\n",
      "When threshold = 0.24 - Sensitivity: 0.9306, Specificity: 0.7756\n",
      "When threshold = 0.25 - Sensitivity: 0.9236, Specificity: 0.7821\n",
      "When threshold = 0.26 - Sensitivity: 0.9167, Specificity: 0.7949\n",
      "When threshold = 0.27 - Sensitivity: 0.9097, Specificity: 0.7949\n",
      "When threshold = 0.28 - Sensitivity: 0.9097, Specificity: 0.8013\n",
      "When threshold = 0.29 - Sensitivity: 0.9028, Specificity: 0.8077\n",
      "When threshold = 0.30 - Sensitivity: 0.9028, Specificity: 0.8077\n",
      "When threshold = 0.31 - Sensitivity: 0.8958, Specificity: 0.8141\n",
      "When threshold = 0.32 - Sensitivity: 0.8958, Specificity: 0.8141\n",
      "When threshold = 0.33 - Sensitivity: 0.8819, Specificity: 0.8205\n",
      "When threshold = 0.34 - Sensitivity: 0.8819, Specificity: 0.8205\n",
      "When threshold = 0.35 - Sensitivity: 0.8819, Specificity: 0.8269\n",
      "When threshold = 0.36 - Sensitivity: 0.8750, Specificity: 0.8397\n",
      "When threshold = 0.37 - Sensitivity: 0.8681, Specificity: 0.8462\n",
      "When threshold = 0.38 - Sensitivity: 0.8681, Specificity: 0.8526\n",
      "When threshold = 0.39 - Sensitivity: 0.8611, Specificity: 0.8590\n",
      "When threshold = 0.40 - Sensitivity: 0.8542, Specificity: 0.8654\n",
      "When threshold = 0.41 - Sensitivity: 0.8472, Specificity: 0.8654\n",
      "When threshold = 0.42 - Sensitivity: 0.8472, Specificity: 0.8718\n",
      "When threshold = 0.43 - Sensitivity: 0.8472, Specificity: 0.8782\n",
      "When threshold = 0.44 - Sensitivity: 0.8472, Specificity: 0.8782\n",
      "When threshold = 0.45 - Sensitivity: 0.8472, Specificity: 0.8782\n",
      "When threshold = 0.46 - Sensitivity: 0.8403, Specificity: 0.8782\n",
      "When threshold = 0.47 - Sensitivity: 0.8403, Specificity: 0.8782\n",
      "When threshold = 0.48 - Sensitivity: 0.8403, Specificity: 0.8782\n",
      "When threshold = 0.49 - Sensitivity: 0.8194, Specificity: 0.8782\n",
      "When threshold = 0.51 - Sensitivity: 0.8194, Specificity: 0.8782\n",
      "When threshold = 0.52 - Sensitivity: 0.8194, Specificity: 0.8782\n",
      "When threshold = 0.53 - Sensitivity: 0.8194, Specificity: 0.8782\n",
      "When threshold = 0.54 - Sensitivity: 0.8194, Specificity: 0.8782\n",
      "When threshold = 0.55 - Sensitivity: 0.8194, Specificity: 0.8782\n",
      "When threshold = 0.56 - Sensitivity: 0.8194, Specificity: 0.8782\n",
      "When threshold = 0.57 - Sensitivity: 0.8194, Specificity: 0.8782\n",
      "When threshold = 0.58 - Sensitivity: 0.8125, Specificity: 0.8782\n",
      "When threshold = 0.59 - Sensitivity: 0.8056, Specificity: 0.8846\n",
      "When threshold = 0.60 - Sensitivity: 0.8056, Specificity: 0.8910\n",
      "When threshold = 0.61 - Sensitivity: 0.7986, Specificity: 0.8910\n",
      "When threshold = 0.62 - Sensitivity: 0.7986, Specificity: 0.8910\n",
      "When threshold = 0.63 - Sensitivity: 0.7986, Specificity: 0.8974\n",
      "When threshold = 0.64 - Sensitivity: 0.7917, Specificity: 0.8974\n",
      "When threshold = 0.65 - Sensitivity: 0.7917, Specificity: 0.8974\n",
      "When threshold = 0.66 - Sensitivity: 0.7847, Specificity: 0.9038\n",
      "When threshold = 0.67 - Sensitivity: 0.7569, Specificity: 0.9038\n",
      "When threshold = 0.68 - Sensitivity: 0.7569, Specificity: 0.9038\n",
      "When threshold = 0.69 - Sensitivity: 0.7569, Specificity: 0.9038\n",
      "When threshold = 0.70 - Sensitivity: 0.7569, Specificity: 0.9103\n",
      "When threshold = 0.71 - Sensitivity: 0.7569, Specificity: 0.9103\n",
      "When threshold = 0.72 - Sensitivity: 0.7500, Specificity: 0.9103\n",
      "When threshold = 0.73 - Sensitivity: 0.7500, Specificity: 0.9103\n",
      "When threshold = 0.74 - Sensitivity: 0.7361, Specificity: 0.9167\n",
      "When threshold = 0.75 - Sensitivity: 0.7292, Specificity: 0.9167\n",
      "When threshold = 0.76 - Sensitivity: 0.7153, Specificity: 0.9295\n",
      "When threshold = 0.77 - Sensitivity: 0.7083, Specificity: 0.9359\n",
      "When threshold = 0.78 - Sensitivity: 0.7014, Specificity: 0.9423\n",
      "When threshold = 0.79 - Sensitivity: 0.6944, Specificity: 0.9423\n",
      "When threshold = 0.80 - Sensitivity: 0.6944, Specificity: 0.9423\n",
      "When threshold = 0.81 - Sensitivity: 0.6875, Specificity: 0.9487\n",
      "When threshold = 0.82 - Sensitivity: 0.6806, Specificity: 0.9551\n",
      "When threshold = 0.83 - Sensitivity: 0.6667, Specificity: 0.9615\n",
      "When threshold = 0.84 - Sensitivity: 0.6528, Specificity: 0.9615\n",
      "When threshold = 0.85 - Sensitivity: 0.6250, Specificity: 0.9744\n",
      "When threshold = 0.86 - Sensitivity: 0.6181, Specificity: 0.9744\n",
      "When threshold = 0.87 - Sensitivity: 0.6042, Specificity: 0.9744\n",
      "When threshold = 0.88 - Sensitivity: 0.5625, Specificity: 0.9744\n",
      "When threshold = 0.89 - Sensitivity: 0.5486, Specificity: 0.9808\n",
      "When threshold = 0.90 - Sensitivity: 0.4861, Specificity: 0.9936\n",
      "When threshold = 0.91 - Sensitivity: 0.4236, Specificity: 1.0000\n",
      "When threshold = 0.92 - Sensitivity: 0.3472, Specificity: 1.0000\n",
      "When threshold = 0.93 - Sensitivity: 0.2847, Specificity: 1.0000\n",
      "When threshold = 0.94 - Sensitivity: 0.2292, Specificity: 1.0000\n",
      "When threshold = 0.95 - Sensitivity: 0.1667, Specificity: 1.0000\n",
      "When threshold = 0.96 - Sensitivity: 0.0903, Specificity: 1.0000\n",
      "When threshold = 0.97 - Sensitivity: 0.0278, Specificity: 1.0000\n",
      "When threshold = 0.98 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 0.99 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.00 - Sensitivity: 0.0000, Specificity: 1.0000\n"
     ]
    }
   ],
   "source": [
    "def confusion_matrix(y_pred, y):\n",
    "    '''\n",
    "    y_pred - predict classes\n",
    "    y - actual classes\n",
    "    '''\n",
    "    # Get the number of classes\n",
    "    n_classes = len(np.unique(y))\n",
    "    \n",
    "    # Initialize the confusion matrix with zeros\n",
    "    cm = np.zeros((n_classes, n_classes))\n",
    "    \n",
    "    # Fill the confusion matrix\n",
    "    for pred, actual in zip(y_pred, y):\n",
    "        cm[pred][actual] += 1\n",
    "    \n",
    "    return cm\n",
    "\n",
    "def get_prediction_from_proba(y_proba, threshold=0.5):\n",
    "    '''\n",
    "    y_proba - predict probabilities\n",
    "    threshold - threshold of probability\n",
    "    \n",
    "    y_pred - predict classes, y_proba > threshold is positive, otherwise negative\n",
    "    '''\n",
    "    y_pred = np.where(y_proba > threshold, 1, 0)\n",
    "    return y_pred\n",
    "\n",
    "def get_sensitivity_specificity(y_proba, y, threshold=0.5):\n",
    "    '''\n",
    "    Compute sensitivity and specificity of binary classification\n",
    "    y_pred - predict classes\n",
    "    y - actual classes\n",
    "    threshold - threshold of probability\n",
    "    '''\n",
    "    epsilon = 1e-10\n",
    "    \n",
    "    # Get the confusion matrix\n",
    "    y_pred = get_prediction_from_proba(y_proba, threshold)\n",
    "    cm = confusion_matrix(y_pred, y)\n",
    "    \n",
    "    # Compute sensitivity and specificity\n",
    "    sensitivity = cm[1, 1] / (cm[1, 1] + cm[0, 1] + epsilon)\n",
    "    specificity = cm[0, 0] / (cm[0, 0] + cm[1, 0] + epsilon)\n",
    "    \n",
    "    return sensitivity, specificity\n",
    "\n",
    "# Get predictions from probabilities\n",
    "sen_spec_svm = []\n",
    "for threshold in np.linspace(0, 1, 100):\n",
    "    sensitivity, specificity = get_sensitivity_specificity(y_proba_svm, y_test, threshold)\n",
    "    print(f\"When threshold = {threshold:0.2f} - Sensitivity: {sensitivity:.4f}, Specificity: {specificity:.4f}\")\n",
    "    sen_spec_svm.append([sensitivity, specificity])\n",
    "\n",
    "# Convert to numpy array\n",
    "sen_spec_svm = np.array(sen_spec_svm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "b6547aae-2458-48a5-b4e8-4dc832c7833b",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Step 4: 绘制Specificity-Sensitivity曲线图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "fea1304f-0f5a-4b03-a44d-69aa5fa84033",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Use sen_spec_svm to draw specificity-sensitivity curve\n",
    "fig, ax = plt.subplots(figsize=(8, 6))\n",
    "ax.plot(sen_spec_svm[:, 1], sen_spec_svm[:, 0], marker='.', color='tab:blue', label='SVM Model')\n",
    "ax.set_xlabel('Specificity', fontsize=label_size)\n",
    "ax.set_ylabel('Sensitivity', fontsize=label_size)\n",
    "ax.tick_params(axis='both', which='major', labelsize=ticklabel_size)\n",
    "\n",
    "# Set axis limits\n",
    "ax.set_xlim([0, 1.01])\n",
    "ax.set_ylim([0, 1.01])\n",
    "\n",
    "# Save the figure\n",
    "plt.savefig('Specificity_Sensitivity_Curve.png', dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "2111630f-0975-4de0-8816-0557756ca0e1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Area Under the ROC Curve (AUC): 0.9388\n"
     ]
    }
   ],
   "source": [
    "# Use sen_spec_svm to draw ROC curve\n",
    "fig, ax = plt.subplots(figsize=(8, 6))\n",
    "ax.plot(1 - sen_spec_svm[:, 1], sen_spec_svm[:, 0], marker='.', color='tab:red', label='SVM Model')\n",
    "ax.plot([0, 1], [0, 1], linestyle='--', color='gray', label='Random Classifier')\n",
    "ax.set_xlabel('False Positive Rate (1 - Specificity)', fontsize=label_size)\n",
    "ax.set_ylabel('True Positive Rate (Sensitivity)', fontsize=label_size)\n",
    "ax.tick_params(axis='both', which='major', labelsize=ticklabel_size)\n",
    "\n",
    "# Set axis limits\n",
    "ax.set_xlim([-0.01, 1.00])\n",
    "ax.set_ylim([-0.01, 1.01])\n",
    "\n",
    "# Save the figure\n",
    "plt.savefig('ROC_Curve.png', dpi=300)\n",
    "\n",
    "# Add surface\n",
    "ax.fill_between(1 - sen_spec_svm[:, 1], sen_spec_svm[:, 0], color='tab:blue', alpha=0.2)\n",
    "\n",
    "plt.savefig('AUC.png', dpi=300)\n",
    "plt.show()\n",
    "\n",
    "# Calculate AUC\n",
    "from sklearn.metrics import auc\n",
    "roc_auc = auc(1 - sen_spec_svm[:, 1], sen_spec_svm[:, 0])\n",
    "print(f\"Area Under the ROC Curve (AUC): {roc_auc:.4f}\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
